{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cf2ee365",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0fe9b0d07eb84ef3b3c075d8333fd75e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Fetching 1 files:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f76fa5eb466b449db76867c588fc3e5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "data/train-00000-of-00001.parquet:   0%|          | 0.00/765k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'/home/mesolitica/stt/Classification-Speech-Adversarial-Instructions'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from huggingface_hub import snapshot_download\n",
    "\n",
    "snapshot_download(\n",
    "    repo_id=\"mesolitica/Classification-Speech-Adversarial-Instructions\",\n",
    "    repo_type='dataset',\n",
    "    allow_patterns=\"data/*.parquet\",\n",
    "    local_dir=\"./Classification-Speech-Adversarial-Instructions\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "163a08fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "from tqdm import tqdm\n",
    "from multiprocess import Pool\n",
    "import itertools\n",
    "import zipfile\n",
    "import os\n",
    "\n",
    "def chunks(l, n):\n",
    "    for i in range(0, len(l), n):\n",
    "        yield (l[i: i + n], i // n)\n",
    "\n",
    "\n",
    "def multiprocessing(strings, function, cores=6, returned=True):\n",
    "    df_split = chunks(strings, len(strings) // cores)\n",
    "    pool = Pool(cores)\n",
    "    pooled = pool.map(function, df_split)\n",
    "    pool.close()\n",
    "    pool.join()\n",
    "\n",
    "    if returned:\n",
    "        return list(itertools.chain(*pooled))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "44e49a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.26.4\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "from glob import glob\n",
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "from transformers import AutoProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "df8e0424",
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"Qwen/Qwen2-Audio-7B-Instruct\")\n",
    "tokenizer = processor.tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5ccc913a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Classification-Speech-Adversarial-Instructions/data/train-00000-of-00001.parquet']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = sorted(glob('Classification-Speech-Adversarial-Instructions/data/*.parquet'))\n",
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c3c997a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_parquet(files[0]).to_dict(orient = 'records')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "379b6e10",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loop(rows):\n",
    "    rows, _ = rows\n",
    "    data = []\n",
    "    for r in tqdm(rows):\n",
    "            \n",
    "        new_f = r['audio_filename']\n",
    "        if not os.path.exists(new_f):\n",
    "            continue\n",
    "\n",
    "        try:\n",
    "            conversation = [\n",
    "                {'role': 'system', 'content': 'you are an assistant to classify an audio, only reply Yes / No only.'},\n",
    "                {\"role\": \"user\", \"content\": [\n",
    "                    {\"type\": \"audio\", \"audio_url\": \"audio.wav\"},\n",
    "                    {\"type\": \"text\", \"text\": r['question']},\n",
    "                ]},\n",
    "                {\"role\": \"assistant\", \"content\": r['answer']},\n",
    "            ]\n",
    "            text = processor.apply_chat_template(conversation, tokenize=False)\n",
    "        except Exception as e:\n",
    "            continue\n",
    "\n",
    "        data.append({\n",
    "            'text': text,\n",
    "            'audio': new_f,\n",
    "        })\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b47c2158",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 3658.42it/s]\n"
     ]
    }
   ],
   "source": [
    "processed = loop((df[:100], 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6fb8f970",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'text': '<|im_start|>system\\nyou are an assistant to classify an audio, only reply Yes / No only.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\ndoes the speaker contain emotion neutral<|im_end|>\\n<|im_start|>assistant\\nNo<|im_end|>\\n',\n",
       " 'audio': 'Classification-Speech-Instructions-audio/emotion-00000-of-00003-99.mp3'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "11dd7b3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(processed[-1]['audio']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "054eeab6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "processed = multiprocessing(df, loop, cores = min(len(df), 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2ed6a909",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69947"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e38cc3ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('prepare-Classification-Speech-Adversarial-Instructions.json', 'w') as fopen:\n",
    "    json.dump(processed, fopen)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
